The investigators propose this Phase I trial of the combination of AUY922 and capecitabine to determine the maximum tolerated dose (MTD) in patients with advanced solid tumors. This combination treatment has potential applicability in tumor types where capecitabine or fluorouracil is a treatment option, including colorectal and breast cancer.